SaTC: CORE: Small: A Transparent and Customizable Android Container-Based Virtualization Architecture for Dynamic Malware Analysis
SaTC: CORE: Small: A Transparent and Customizable Android Container-Based Virtualization Architecture for Dynamic Malware Analysis
批准号:
2128703
负责人:
Jiang Ming
金额:
$50.0万
依托单位国家:
美国
项目类别:
Standard Grant
财政年份:
2021
资助国家:
美国
项目状态:
已结题
起止时间:
2021-10-01 至 2023-02-28
中文摘要
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英文摘要
With the success of Android mobile device markets, Android malicious software (malware) threatens billions of smartphone users. Driven by financial profit, malware authors are highly motivated to evade detection and to challenge forensics procedures. In the malware detection/evasion arms race, defenders apply analysis techniques that require a highly controlled environment to collect data about malware actions and gain insights into their intents, while still preventing malware from discovering that it is operating in an analysis environment. The project introduces a novel and customizable malware analysis environment capable of handling evasive Android malware. The software artifacts generated and made publicly available to the open-source community have the potential to revolutionize the way analysts perform forensics tasks, thus protecting smartphone users and their Android devices against cyber-attacks. Furthermore, this project, performed in a Hispanic-serving institution, involves recruitment of students from under-represented groups in computing. This project innovatively applies container-based virtualization to address the long-standing challenge of efficiently analyzing evasive malware. Current Android malware dynamic analysis platforms (i.e., Android emulators and bare-metal machines) have limitations. Powered by the transparent and customizable virtual environment, this out-of-the-box malware analysis approach overcomes existing analysis techniques' limitations and amplifies their benefits. This analysis environment is more resilient against evasive malware than standard Android emulators. Furthermore, the environment is stealthier and provides better flexibility and productivity for analysis than bare-metal machines. The novel Android container architecture has cross-disciplinary contributions: it improves resource utilization, reduces hardware costs, thus advancing automated malware analysis and streamlining the tasks of malware analysts. Moreover, other researchers can develop new techniques to boost more powerful malware analysis methods, such as behavior-based malware clustering and evasive malware detection. The success of this research potentially revolutionizes dynamic malware analysis methods and tips the balance of the malware war toward the defender.This award reflects NSF's statutory mission and has been deemed worthy of support through evaluation using the Foundation's intellectual merit and broader impacts review criteria.
期刊论文(5)
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DOI:
10.14722/ndss.2022.24015
发表时间:
2022
期刊:
Proceedings 2022 Network and Distributed System Security Symposium
影响因子:
--
作者:
[Shijia Li;Chunfu Jia;Pengda Qiu;Qiyuan Chen;Jiang Ming;Debin Gao]
通讯作者:
Shijia Li;Chunfu Jia;Pengda Qiu;Qiyuan Chen;Jiang Ming;Debin Gao
PolyCruise: A Cross-Language Dynamic Information Flow Analysis
PolyCruise:跨语言动态信息流分析
DOI:
--
发表时间:
2022
期刊:
Proceedings of the 31st USENIX Security Symposium
影响因子:
--
作者:
[Wen Li, Jiang Ming]
通讯作者:
Wen Li, Jiang Ming
DOI:
10.1145/3503222.3507768
发表时间:
2022-02
期刊:
Proceedings of the 27th ACM International Conference on Architectural Support for Programming Languages and Operating Systems
影响因子:
--
作者:
[Haotian Zhang;Mengfei Ren;Yu Lei;Jiang Ming]
通讯作者:
Haotian Zhang;Mengfei Ren;Yu Lei;Jiang Ming
DOI:
10.1145/3460120.3484544
发表时间:
2021-11
期刊:
Proceedings of the 2021 ACM SIGSAC Conference on Computer and Communications Security
影响因子:
--
作者:
[Wenna Song;Jiang Ming;Lin Jiang;Yi Xiang;Xuanchen Pan;Jianming Fu;Guojun Peng]
通讯作者:
Wenna Song;Jiang Ming;Lin Jiang;Yi Xiang;Xuanchen Pan;Jianming Fu;Guojun Peng
Intelligent Zigbee Protocol Fuzzing via Constraint-Field Dependency Inference
通过约束场依赖推理进行智能 Zigbee 协议模糊测试
DOI:
--
发表时间:
2023
期刊:
In Proceedings of the 28th European Symposium on Research in Computer Security
影响因子:
--
作者:
[Mengfei Ren, Haotian Zhang, Xiaolei Ren, Jiang Ming, Yu Lei]
通讯作者:
Yu Lei
SaTC: CORE: Small: A Transparent and Customizable Android Container-Based Virtualization Architecture for Dynamic Malware Analysis
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批准号:2312185
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项目类别:Standard Grant
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资助金额:$50.0万
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财政年份:2022
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负责人:Jiang Ming
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依托单位:
CRII: SaTC: Towards Paving the Way for Large-Scale Malware Analysis: New Directions in Generic Binary Unpacking
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批准号:1850434
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资助金额:$17.5万
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财政年份:2019
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TWC: Small: Collaborative: Advancing Anonymity Against an AS-level Adversary
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财政年份:2014
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负责人:Jiang Ming
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依托单位:
国内基金
海外基金
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